%0 Conference Paper %B European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) %C Naples, Italy %D 2026 %T Risk-Aware Semantic Grounding for Trustworthy LLM-Based Robot Planning